{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c8cae58f",
   "metadata": {},
   "source": [
    "## Evaluating the Information Coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cc2c139e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1636e682",
   "metadata": {},
   "outputs": [],
   "source": [
    "import alphalens\n",
    "import pandas as pd\n",
    "from alphalens.performance import (\n",
    "    factor_information_coefficient,\n",
    "    mean_information_coefficient,\n",
    ")\n",
    "from alphalens.plotting import plot_ic_ts, plot_information_table\n",
    "from alphalens.utils import get_clean_factor_and_forward_returns\n",
    "from IPython.display import Markdown, display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1f704a04",
   "metadata": {},
   "outputs": [],
   "source": [
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7485441a",
   "metadata": {},
   "source": [
    "Load the mean reversion data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "58fd54f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_reversion = pd.read_pickle(\"mean_reversion.pickle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa19c307",
   "metadata": {},
   "source": [
    "Construct a dataframe with symbols in the columns and dates in the rows for prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d7de2156",
   "metadata": {},
   "outputs": [],
   "source": [
    "prices = pd.concat(\n",
    "    [df.to_frame(d) for d, df in mean_reversion.prices.dropna().items()], axis=1\n",
    ").T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "069ffc1f",
   "metadata": {},
   "source": [
    "Convert column names to strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2d920e9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "prices.columns = [col.symbol for col in prices.columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63d03c3f",
   "metadata": {},
   "source": [
    "Normalize Timestamp to midnight, preserving tz information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fc189e69",
   "metadata": {},
   "outputs": [],
   "source": [
    "prices.index = prices.index.normalize()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49218576",
   "metadata": {},
   "source": [
    "Construct a dataframe with symbols in the columns and factor rank in the rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5c7fe786",
   "metadata": {},
   "outputs": [],
   "source": [
    "factor_data = pd.concat(\n",
    "    [df.to_frame(d) for d, df in mean_reversion.factor_data.dropna().items()], axis=1\n",
    ").T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87c4f5bb",
   "metadata": {},
   "source": [
    "Convert column names to strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "627d9dd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "factor_data.columns = [col.symbol for col in factor_data.columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df2a097d",
   "metadata": {},
   "source": [
    "Normalize Timestamp to midnight, preserving tz information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "32a7a33a",
   "metadata": {},
   "outputs": [],
   "source": [
    "factor_data.index = factor_data.index.normalize()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8ce5e5e",
   "metadata": {},
   "source": [
    "Create a multiindex with date in level 0 and symbol in level 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4c0786b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "factor_data = factor_data.stack()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11a8ddaa",
   "metadata": {},
   "source": [
    "Rename the multiindexes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b58b5a15",
   "metadata": {},
   "outputs": [],
   "source": [
    "factor_data.index.names = [\"date\", \"asset\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7bf0e29",
   "metadata": {},
   "source": [
    "Compile the forward returns, factor rank, and factor quantile using Alphalens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5b49da10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 12.5% entries from factor data: 12.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 35.0%, not exceeded: OK!\n"
     ]
    }
   ],
   "source": [
    "alphalens_data = get_clean_factor_and_forward_returns(\n",
    "    factor=factor_data, prices=prices, periods=(5, 10, 21, 63)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8bc7f58",
   "metadata": {},
   "source": [
    "Generate the information coefficient for each holding period on each date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3136ef69",
   "metadata": {},
   "outputs": [],
   "source": [
    "ic = factor_information_coefficient(alphalens_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e83338a7",
   "metadata": {},
   "source": [
    "Display the information coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c19fad15",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>5D</th>\n",
       "      <th>10D</th>\n",
       "      <th>21D</th>\n",
       "      <th>63D</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-04 00:00:00+00:00</th>\n",
       "      <td>-0.248066</td>\n",
       "      <td>-0.284107</td>\n",
       "      <td>-0.140796</td>\n",
       "      <td>-0.106800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-05 00:00:00+00:00</th>\n",
       "      <td>-0.248066</td>\n",
       "      <td>-0.284107</td>\n",
       "      <td>-0.140796</td>\n",
       "      <td>-0.106800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06 00:00:00+00:00</th>\n",
       "      <td>-0.248066</td>\n",
       "      <td>-0.284107</td>\n",
       "      <td>-0.140796</td>\n",
       "      <td>-0.106800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07 00:00:00+00:00</th>\n",
       "      <td>-0.248066</td>\n",
       "      <td>-0.284107</td>\n",
       "      <td>-0.182742</td>\n",
       "      <td>-0.106800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08 00:00:00+00:00</th>\n",
       "      <td>-0.248066</td>\n",
       "      <td>-0.263740</td>\n",
       "      <td>-0.182742</td>\n",
       "      <td>-0.085559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-25 00:00:00+00:00</th>\n",
       "      <td>-0.009765</td>\n",
       "      <td>0.020817</td>\n",
       "      <td>-0.009796</td>\n",
       "      <td>-0.037130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-26 00:00:00+00:00</th>\n",
       "      <td>-0.009765</td>\n",
       "      <td>0.020817</td>\n",
       "      <td>-0.009796</td>\n",
       "      <td>-0.094793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-27 00:00:00+00:00</th>\n",
       "      <td>-0.009765</td>\n",
       "      <td>0.020817</td>\n",
       "      <td>-0.009796</td>\n",
       "      <td>-0.094793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-28 00:00:00+00:00</th>\n",
       "      <td>-0.009765</td>\n",
       "      <td>0.020817</td>\n",
       "      <td>-0.009796</td>\n",
       "      <td>-0.094793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-29 00:00:00+00:00</th>\n",
       "      <td>-0.009765</td>\n",
       "      <td>0.020817</td>\n",
       "      <td>0.086333</td>\n",
       "      <td>-0.094793</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>440 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 5D       10D       21D       63D\n",
       "date                                                             \n",
       "2016-01-04 00:00:00+00:00 -0.248066 -0.284107 -0.140796 -0.106800\n",
       "2016-01-05 00:00:00+00:00 -0.248066 -0.284107 -0.140796 -0.106800\n",
       "2016-01-06 00:00:00+00:00 -0.248066 -0.284107 -0.140796 -0.106800\n",
       "2016-01-07 00:00:00+00:00 -0.248066 -0.284107 -0.182742 -0.106800\n",
       "2016-01-08 00:00:00+00:00 -0.248066 -0.263740 -0.182742 -0.085559\n",
       "...                             ...       ...       ...       ...\n",
       "2017-09-25 00:00:00+00:00 -0.009765  0.020817 -0.009796 -0.037130\n",
       "2017-09-26 00:00:00+00:00 -0.009765  0.020817 -0.009796 -0.094793\n",
       "2017-09-27 00:00:00+00:00 -0.009765  0.020817 -0.009796 -0.094793\n",
       "2017-09-28 00:00:00+00:00 -0.009765  0.020817 -0.009796 -0.094793\n",
       "2017-09-29 00:00:00+00:00 -0.009765  0.020817  0.086333 -0.094793\n",
       "\n",
       "[440 rows x 4 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(ic)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "406255c1",
   "metadata": {},
   "source": [
    "Plot the information table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "968f7bc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Information Analysis\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>5D</th>\n",
       "      <th>10D</th>\n",
       "      <th>21D</th>\n",
       "      <th>63D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IC Mean</th>\n",
       "      <td>0.023</td>\n",
       "      <td>0.031</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IC Std.</th>\n",
       "      <td>0.186</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Risk-Adjusted IC</th>\n",
       "      <td>0.124</td>\n",
       "      <td>0.186</td>\n",
       "      <td>0.116</td>\n",
       "      <td>0.084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-stat(IC)</th>\n",
       "      <td>2.599</td>\n",
       "      <td>3.894</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p-value(IC)</th>\n",
       "      <td>0.010</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IC Skew</th>\n",
       "      <td>0.153</td>\n",
       "      <td>0.104</td>\n",
       "      <td>0.530</td>\n",
       "      <td>0.404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IC Kurtosis</th>\n",
       "      <td>-0.247</td>\n",
       "      <td>-0.554</td>\n",
       "      <td>0.246</td>\n",
       "      <td>-0.221</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     5D    10D    21D    63D\n",
       "IC Mean           0.023  0.031  0.018  0.014\n",
       "IC Std.           0.186  0.165  0.155  0.166\n",
       "Risk-Adjusted IC  0.124  0.186  0.116  0.084\n",
       "t-stat(IC)        2.599  3.894  2.426  1.757\n",
       "p-value(IC)       0.010  0.000  0.016  0.080\n",
       "IC Skew           0.153  0.104  0.530  0.404\n",
       "IC Kurtosis      -0.247 -0.554  0.246 -0.221"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_information_table(ic)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a587912d",
   "metadata": {},
   "source": [
    "Plot the mean information coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ceb8619e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ic_mean = mean_information_coefficient(alphalens_data)\n",
    "ic_mean.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec93bdfb",
   "metadata": {},
   "source": [
    "Plot the IC for the 5-day holding period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "19a13755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: title={'center': '5D Period Forward Return Information Coefficient (IC)'}, ylabel='IC'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ic_ts(ic[[\"5D\"]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "464c124f",
   "metadata": {},
   "source": [
    "Plot the IC for the 10-day holding period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e6d52064",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: title={'center': '10D Period Forward Return Information Coefficient (IC)'}, ylabel='IC'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ic_ts(ic[[\"10D\"]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c49ae4f",
   "metadata": {},
   "source": [
    "Calculate and plot the mean IC per holding period per quarter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9556cc15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='date'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ic_by_quarter = ic.resample(\"Q\").mean()\n",
    "ic_by_quarter.index = ic_by_quarter.index.to_period(\"Q\")\n",
    "ic_by_quarter.plot.bar(figsize=(14, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "defc7acd",
   "metadata": {},
   "source": [
    "**Jason Strimpel** is the founder of <a href='https://pyquantnews.com/'>PyQuant News</a> and co-founder of <a href='https://www.tradeblotter.io/'>Trade Blotter</a>. His career in algorithmic trading spans 20+ years. He previously traded for a Chicago-based hedge fund, was a risk manager at JPMorgan, and managed production risk technology for an energy derivatives trading firm in London. In Singapore, he served as APAC CIO for an agricultural trading firm and built the data science team for a global metals trading firm. Jason holds degrees in Finance and Economics and a Master's in Quantitative Finance from the Illinois Institute of Technology. His career spans America, Europe, and Asia. He shares his expertise through the <a href='https://pyquantnews.com/subscribe-to-the-pyquant-newsletter/'>PyQuant Newsletter</a>, social media, and has taught over 1,000+ algorithmic trading with Python in his popular course **<a href='https://gettingstartedwithpythonforquantfinance.com/'>Getting Started With Python for Quant Finance</a>**. All code is for educational purposes only. Nothing provided here is financial advise. Use at your own risk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fc11d74-b212-4ba1-af83-136973c86135",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
